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Simple and Accurate Iris Center Localization Method based on Geometric Relationship of Eyeball Model

机译:基于眼球模型几何关系的简单准确的虹膜中心定位方法

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Precise iris localization plays a significant role on accurate gaze estimation. In this paper, a novel iris center localization method is proposed to deal with the iris contour change caused by the rotation of eyeball using the geometric relationship among iris center, eyeball center and iris contour. First, a face alignment method is employed to detect the face feature points that are used to initialize the iris center and eyeball locations. The three-dimensional rotation information of the eyeball is then described by the positional relationship between the centers of the eyeball and iris at the image level. The new obtained iris contour after the rotation is used to update the location of the iris center iteratively. To reduce the effect of illumination on image binarization, the cumulative histogram is introduced to adaptively get the threshold for binarization. Finally, experiments conducted on the BioID Face dataset and GI4E dataset as well as eight subjects demonstrate the superior performance of the proposed method.
机译:准确的虹膜定位在准确的注视估计中起着重要作用。本文提出了一种新颖的虹膜中心定位方法,该方法利用虹膜中心,眼球中心和虹膜轮廓之间的几何关系来解决由于眼球旋转而引起的虹膜轮廓变化。首先,采用面部对准方法来检测用于初始化虹膜中心和眼球位置的面部特征点。然后,通过在图像级别的眼球中心和虹膜中心之间的位置关系来描述眼球的三维旋转信息。旋转后新获得的虹膜轮廓用于迭代更新虹膜中心的位置。为了减少照明对图像二值化的影响,引入累积直方图以自适应地获得二值化的阈值。最后,在BioID Face数据集和GI4E数据集以及八个对象上进行的实验证明了该方法的优越性能。

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